Automating Data Science: Prospects and Challenges May 12, 2021 AutoML BIG-bench Machine Learning
— Unverified Chameleon: A Semi-AutoML framework targeting quick and scalable development and deployment of production-ready ML systems for SMEs May 8, 2021 AutoML BIG-bench Machine Learning
— Unverified Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization May 3, 2021 AutoML Hyperparameter Optimization
Code Code Available Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding Apr 22, 2021 AutoML Graph Embedding
Code Code Available Search to aggregate neighborhood for graph neural network Apr 14, 2021 AutoML Graph Neural Network
Code Code Available AutoGL: A Library for Automated Graph Learning Apr 11, 2021 AutoML BIG-bench Machine Learning
Code Code Available Model LineUpper: Supporting Interactive Model Comparison at Multiple Levels for AutoML Apr 9, 2021 AutoML Explainable Artificial Intelligence (XAI)
— Unverified Direct Differentiable Augmentation Search Apr 9, 2021 AutoML Data Augmentation
Code Code Available How Powerful are Performance Predictors in Neural Architecture Search? Apr 2, 2021 AutoML Neural Architecture Search
— Unverified EfficientNetV2: Smaller Models and Faster Training Apr 1, 2021 AutoML Classification
Code Code Available Auto-KWS 2021 Challenge: Task, Datasets, and Baselines Mar 31, 2021 AutoML BIG-bench Machine Learning
Code Code Available Bit-Mixer: Mixed-precision networks with runtime bit-width selection Mar 31, 2021 AutoML Binarization
— Unverified AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment Mar 30, 2021 AutoML Stock Prediction
Code Code Available Rethinking Neural Operations for Diverse Tasks Mar 29, 2021 AutoML Image Classification
Code Code Available Robust and Accurate Object Detection via Adversarial Learning Mar 23, 2021 AutoML Data Augmentation
Code Code Available Naive Automated Machine Learning -- A Late Baseline for AutoML Mar 18, 2021 AutoML Bayesian Optimization
— Unverified Metalearning Using Structure-rich Pipeline Representations for Better AutoML Mar 13, 2021 AutoML reinforcement-learning
— Unverified Neural Architecture Search based on Cartesian Genetic Programming Coding Method Mar 12, 2021 AutoML BIG-bench Machine Learning
— Unverified An Automated Machine Learning (AutoML) Method for Driving Distraction Detection Based on Lane-Keeping Performance Mar 10, 2021 AutoML Bayesian Optimization
— Unverified Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML Mar 2, 2021 AutoML BIG-bench Machine Learning
Code Code Available Task-Adaptive Neural Network Search with Meta-Contrastive Learning Mar 2, 2021 AutoML Contrastive Learning
Code Code Available Multi-Objective Evolutionary Design of Composite Data-Driven Models Mar 1, 2021 AutoML BIG-bench Machine Learning
Code Code Available Automated Machine Learning on Graphs: A Survey Mar 1, 2021 AutoML BIG-bench Machine Learning
Code Code Available Automated Creative Optimization for E-Commerce Advertising Feb 28, 2021 AutoML Click-Through Rate Prediction
Code Code Available Interpret-able feedback for AutoML systems Feb 22, 2021 Active Learning AutoML
— Unverified Conditional Positional Encodings for Vision Transformers Feb 22, 2021 AutoML Classification
Code Code Available An AutoML-based Approach to Multimodal Image Sentiment Analysis Feb 16, 2021 AutoML Marketing
— Unverified CATE: Computation-aware Neural Architecture Encoding with Transformers Feb 14, 2021 AutoML Neural Architecture Search
Code Code Available Dancing along Battery: Enabling Transformer with Run-time Reconfigurability on Mobile Devices Feb 12, 2021 AutoML
— Unverified Leveraging Benchmarking Data for Informed One-Shot Dynamic Algorithm Selection Feb 12, 2021 AutoML Benchmarking
— Unverified Data Analytics and Machine Learning Methods, Techniques and Tool for Model-Driven Engineering of Smart IoT Services Feb 12, 2021 AutoML Code Generation
— Unverified Incremental Search Space Construction for Machine Learning Pipeline Synthesis Jan 26, 2021 AutoML BIG-bench Machine Learning
— Unverified PyGlove: Symbolic Programming for Automated Machine Learning Jan 21, 2021 AutoML BIG-bench Machine Learning
— Unverified JITuNE: Just-In-Time Hyperparameter Tuning for Network Embedding Algorithms Jan 16, 2021 AutoML Link Prediction
— Unverified Robusta: Robust AutoML for Feature Selection via Reinforcement Learning Jan 15, 2021 AutoML Feature Importance
— Unverified A Neophyte With AutoML: Evaluating the Promises of Automatic Machine Learning Tools Jan 14, 2021 AutoML BIG-bench Machine Learning
Code Code Available AutoDS: Towards Human-Centered Automation of Data Science Jan 13, 2021 AutoML BIG-bench Machine Learning
— Unverified Whither AutoML? Understanding the Role of Automation in Machine Learning Workflows Jan 13, 2021 AutoML BIG-bench Machine Learning
— Unverified Fits and Starts: Enterprise Use of AutoML and the Role of Humans in the Loop Jan 12, 2021 AutoML Data Visualization
— Unverified How Much Automation Does a Data Scientist Want? Jan 7, 2021 AutoML Marketing
— Unverified Application of an automated machine learning-genetic algorithm (AutoML-GA) coupled with computational fluid dynamics simulations for rapid engine design optimization Jan 7, 2021 Active Learning AutoML
— Unverified Hyperboost: Hyperparameter Optimization by Gradient Boosting surrogate models Jan 6, 2021 AutoML Bayesian Optimization
— Unverified DiffAutoML: Differentiable Joint Optimization for Efficient End-to-End Automated Machine Learning Jan 1, 2021 AutoML BIG-bench Machine Learning
— Unverified Real-Time AutoML Jan 1, 2021 AutoML BIG-bench Machine Learning
— Unverified ECONOMIC HYPERPARAMETER OPTIMIZATION WITH BLENDED SEARCH STRATEGY Jan 1, 2021 AutoML Hyperparameter Optimization
— Unverified Joint Search of Data Augmentation Policies and Network Architectures Dec 17, 2020 AutoML Data Augmentation
— Unverified Squirrel: A Switching Hyperparameter Optimizer Dec 15, 2020 AutoML
Code Code Available Amazon SageMaker Autopilot: a white box AutoML solution at scale Dec 15, 2020 AutoML Meta-Learning
— Unverified Ensemble Squared: A Meta AutoML System Dec 10, 2020 AutoML BIG-bench Machine Learning
— Unverified Efficient Automatic CASH via Rising Bandits Dec 8, 2020 AutoML Bayesian Optimization
— Unverified 